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Do AI companies ever lower prices, or only raise them

AI companies genuinely do lower prices, particularly for older or smaller models as newer ones release, and for per-token API pricing specifically — even as headline subscription prices for flagship products sometimes rise, the overall cost of comparable AI capability has generally trended downward over time.

Key takeaways

  • Per-token API prices for a given level of capability have generally trended downward over time as models become more efficient to run.
  • Older or smaller models are frequently repriced downward once a newer model takes over as the flagship offering.
  • Headline subscription prices for flagship consumer products do sometimes rise, which is the more visible pricing change most people notice.
  • Looking at cost per unit of capability, rather than just the sticker price of the top subscription tier, gives a more accurate picture of the overall pricing trend.

The Overall Trend: Falling Cost Per Capability

Looking at cost relative to capability rather than a flat sticker price, per-token API pricing for a given level of model capability has generally trended downward over time, as underlying model efficiency improves and providers compete on cost for comparable performance.

Older Models Frequently Get Cheaper

Older or smaller models are frequently repriced downward once a newer, more capable model takes over as the provider’s flagship offering — the previous top-tier model often becomes a mid-tier or budget option at a lower price rather than being discontinued outright.

Where Prices Do Visibly Rise

Headline subscription prices for flagship consumer products do sometimes rise, and this is generally the more visible, more discussed kind of pricing change, since it directly affects what a typical subscriber pays and is easy to notice compared to a less visible per-token API price adjustment.

Why Looking at Cost Per Capability Matters More

Judging AI pricing trends purely by the sticker price of the top subscription tier misses the more complete picture — comparing cost against the actual capability delivered generally shows a downward trend even in periods when a specific subscription price technically went up, since capability has been increasing alongside price.

Bottom Line

AI companies genuinely do lower prices, especially for older models and per-token API pricing at a given capability level, even though headline subscription prices for flagship products sometimes rise — the overall trend in cost per unit of capability has generally moved downward.

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Related questions

Sources

  1. [1]OpenAI API pricing — OpenAI
  2. [2]Claude pricing — Anthropic
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Written by Editorial Team

Last updated August 8, 2026

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